220041006 Yihang Li
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
plt.style.use('ggplot')
In this question, you are expected to conduct some simple analysis on the price dynamics of Bitcoin and Ethereum. Coinmarketcap (https://coinmarketcap.com/) is a famous crypto-currency platform, which keeps track on price data on almost all listed crypto-currencies.
!pip install python-coinmarketcap from coinmarketcapapi import CoinMarketCapAPI, CoinMarketCapAPIError cmc = CoinMarketCapAPI('c17c567c-c73f-48c0-a103-88ee247d4346') r = cmc.cryptocurrency_info(symbol='BTC')
I recently found myself wanting to download historical cryto data in order to do some data analysis. Although they >do a have a public API this does not seem to have a facility for downloading any historical data. There is also a >notice that this API will be taken offline in Dec 2018 and replaced by a Professional API. The Professional API >will allow for historical data to be downloaded but at the very steep price of $699/month for access to 12 months of historical data and you need to “inquire for pricing” for access to up to 5 years of historical data.
import requests
header = {
'Cache-Control': 'max-age=0',
'Connection': 'keep-alive',
'Referer': 'https://sz.lianjia.com/zufang/',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.122 Safari/537.36'}
url = 'https://coinmarketcap.com/currencies/bitcoin/historical-data/?start=20130429&end=20201122'
response = requests.get(url, headers = header)
response.encoding = response.apparent_encoding
html = response.text##获取文本
html
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24.5H26.8369C27.1839 23.7711 27.7711 23.1839 28.5 22.8369V17.1631C27.7711 16.8161 27.1839 16.2289 26.8369 15.5H13.1631ZM20 23C18.6191 23 17.5 21.6562 17.5 20C17.5 18.3438 18.6194 17 20 17C21.3806 17 22.5 18.3438 22.5 20C22.5 21.6562 21.3803 23 20 23Z" fill="white"></path><path d="M29.25 14H10.75C10.5511 14 10.3603 14.079 10.2197 14.2197C10.079 14.3603 10 14.5511 10 14.75V25.25C10 25.4489 10.079 25.6397 10.2197 25.7803C10.3603 25.921 10.5511 26 10.75 26H29.25C29.4489 26 29.6397 25.921 29.7803 25.7803C29.921 25.6397 30 25.4489 30 25.25V14.75C30 14.5511 29.921 14.3603 29.7803 14.2197C29.6397 14.079 29.4489 14 29.25 14ZM28.5 22.8369C27.7711 23.1839 27.1839 23.7711 26.8369 24.5H13.1631C12.8161 23.7711 12.2289 23.1839 11.5 22.8369V17.1631C12.2289 16.8161 12.8161 16.2289 13.1631 15.5H26.8369C27.1839 16.2289 27.7711 16.8161 28.5 17.1631V22.8369Z" fill="white"></path></g><defs><clipPath id="clip0"><rect width="20" height="16" fill="white" transform="translate(10 12)"></rect></clipPath></defs></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Where to Buy</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://coinmarketcap.com/earn/" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 ffSjRA"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="40" width="40" viewBox="0 0 40 40" class="sc-16r8icm-0 jpJFNt"><circle cx="20" cy="20" r="20" fill="#8A3FFC"></circle><g><path d="M20 10C18.0222 10 16.0888 10.5865 14.4443 11.6853C12.7998 12.7841 11.5181 14.3459 10.7612 16.1732C10.0043 18.0004 9.8063 20.0111 10.1922 21.9509C10.578 23.8907 11.5304 25.6725 12.9289 27.0711C14.3275 28.4696 16.1093 29.422 18.0491 29.8079C19.9889 30.1937 21.9996 29.9957 23.8268 29.2388C25.6541 28.4819 27.2159 27.2002 28.3147 25.5557C29.4135 23.9112 30 21.9778 30 20C30 17.3478 28.9464 14.8043 27.0711 12.9289C25.1957 11.0536 22.6522 10 20 10V10ZM22.7542 14.7908L23.7342 13.4425C23.7985 13.3539 23.8797 13.2789 23.973 13.2216C24.0664 13.1644 24.1701 13.1262 24.2782 13.109C24.3864 13.0919 24.4968 13.0962 24.6033 13.1218C24.7098 13.1473 24.8102 13.1936 24.8988 13.2579C24.9873 13.3223 25.0624 13.4034 25.1196 13.4968C25.1768 13.5901 25.2151 13.6938 25.2322 13.802C25.2494 13.9101 25.2451 14.0206 25.2195 14.127C25.194 14.2335 25.1477 14.3339 25.0833 14.4225L24.1033 15.7708C23.9734 15.9497 23.7777 16.0697 23.5593 16.1043C23.3409 16.1389 23.1177 16.0854 22.9388 15.9554C22.7598 15.8255 22.6399 15.6298 22.6053 15.4114C22.5707 15.193 22.6242 14.9697 22.7542 14.7908ZM15.1017 13.2583C15.1903 13.1936 15.2908 13.147 15.3975 13.1212C15.5041 13.0954 15.6149 13.0909 15.7233 13.108C15.8317 13.1251 15.9356 13.1635 16.0292 13.2209C16.1227 13.2783 16.204 13.3536 16.2683 13.4425L17.25 14.7908C17.38 14.9703 17.4333 15.194 17.3983 15.4128C17.3633 15.6316 17.2428 15.8275 17.0633 15.9575C16.8839 16.0875 16.6601 16.1408 16.4413 16.1058C16.2226 16.0708 16.0266 15.9503 15.8967 15.7708L14.9167 14.4225C14.8524 14.3339 14.8061 14.2335 14.7806 14.1271C14.7551 14.0206 14.7508 13.9102 14.768 13.8021C14.7852 13.694 14.8235 13.5903 14.8807 13.497C14.938 13.4037 15.0131 13.3226 15.1017 13.2583ZM14.71 22.5917L13.1267 23.1067C13.0214 23.1459 12.9093 23.1633 12.7971 23.1581C12.6848 23.1529 12.5749 23.125 12.4737 23.0761C12.3725 23.0273 12.2823 22.9585 12.2084 22.8739C12.1345 22.7893 12.0784 22.6906 12.0436 22.5838C12.0089 22.477 11.996 22.3643 12.0059 22.2524C12.0158 22.1405 12.0482 22.0317 12.1012 21.9327C12.1541 21.8336 12.2266 21.7463 12.3142 21.6759C12.4018 21.6056 12.5027 21.5537 12.6108 21.5233L14.1942 21.0083C14.2996 20.9687 14.4119 20.9509 14.5244 20.9559C14.6368 20.9609 14.7471 20.9887 14.8486 21.0375C14.95 21.0863 15.0406 21.1552 15.1147 21.2399C15.1888 21.3247 15.2449 21.4236 15.2797 21.5307C15.3146 21.6377 15.3273 21.7507 15.3173 21.8629C15.3072 21.975 15.2745 22.0839 15.2212 22.1831C15.1679 22.2823 15.095 22.3696 15.007 22.4398C14.919 22.51 14.8177 22.5617 14.7092 22.5917H14.71ZM20.8333 27.5C20.8333 27.721 20.7455 27.933 20.5893 28.0893C20.433 28.2455 20.221 28.3333 20 28.3333C19.779 28.3333 19.567 28.2455 19.4108 28.0893C19.2545 27.933 19.1667 27.721 19.1667 27.5V25.8333C19.1667 25.6123 19.2545 25.4004 19.4108 25.2441C19.567 25.0878 19.779 25 20 25C20.221 25 20.433 25.0878 20.5893 25.2441C20.7455 25.4004 20.8333 25.6123 20.8333 25.8333V27.5ZM20 22.6667L16.8633 24.3167L17.4625 20.8242L14.925 18.3508L18.4317 17.8417L20 14.6667L21.5683 17.8417L25.075 18.3508L22.5375 20.8242L23.1367 24.3167L20 22.6667ZM26.875 23.1083L25.2917 22.5933C25.1832 22.5634 25.0818 22.5117 24.9938 22.4415C24.9058 22.3713 24.833 22.2839 24.7796 22.1848C24.7263 22.0856 24.6936 21.9767 24.6836 21.8645C24.6735 21.7524 24.6863 21.6394 24.7211 21.5323C24.7559 21.4253 24.8121 21.3264 24.8862 21.2416C24.9603 21.1568 25.0508 21.088 25.1523 21.0392C25.2537 20.9903 25.364 20.9626 25.4765 20.9576C25.589 20.9526 25.7013 20.9704 25.8067 21.01L27.39 21.525C27.4982 21.5554 27.5991 21.6073 27.6867 21.6776C27.7742 21.7479 27.8467 21.8353 27.8997 21.9343C27.9527 22.0334 27.9851 22.1421 27.995 22.254C28.0048 22.3659 27.992 22.4787 27.9572 22.5855C27.9224 22.6923 27.8664 22.791 27.7925 22.8756C27.7186 22.9602 27.6283 23.029 27.5272 23.0778C27.426 23.1266 27.316 23.1545 27.2038 23.1598C27.0916 23.165 26.9795 23.1475 26.8742 23.1083H26.875Z" fill="url(#paint0_linear)"></path></g><defs><linearGradient id="paint0_linear" x1="15" y1="10" x2="27.1875" y2="28.125" gradientUnits="userSpaceOnUse"><stop stop-color="white" stop-opacity="0.3"></stop><stop offset="1" stop-color="white"></stop></linearGradient><clipPath id="clip0"><rect width="20" height="20" fill="white" transform="translate(10 10)"></rect></clipPath></defs></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Earn</p><span class="u22nfq-0 iBmEXD">New</span></div></a></div><div class="swwyas-5 caYbXb"><a href="https://coinmarketcap.com/mobile/" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 ffSjRA"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="40" width="40" viewBox="0 0 40 40" class="sc-16r8icm-0 jpJFNt"><circle cx="20" cy="20" r="20" fill="#3861FB"></circle><path d="M14.1666 13.6667C14.1666 12.5621 15.0621 11.6667 16.1666 11.6667H23.8333C24.9379 11.6667 25.8333 12.5621 25.8333 13.6667V24.1667H14.1666V13.6667Z" fill="white"></path><path opacity="0.6" fill-rule="evenodd" clip-rule="evenodd" d="M25.8333 24.1667H14.1666V26.3333C14.1666 27.4379 15.0621 28.3333 16.1666 28.3333H23.8333C24.9379 28.3333 25.8333 27.4379 25.8333 26.3333V24.1667ZM20 27.5C19.3083 27.5 18.75 26.9417 18.75 26.25C18.75 25.5583 19.3083 25 20 25C20.6916 25 21.25 25.5583 21.25 26.25C21.25 26.9417 20.6916 27.5 20 27.5Z" fill="white"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Mobile Apps</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://blockchain.coinmarketcap.com" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 ffSjRA"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="40" width="40" viewBox="0 0 40 40" class="sc-16r8icm-0 jpJFNt"><circle cx="20" cy="20" r="20" fill="#17DF94"></circle><path d="M23.6794 23.6794L26.6667 26.6667M25.4546 19.3939C25.4546 22.7411 22.7412 25.4545 19.394 25.4545C16.0468 25.4545 13.3334 22.7411 13.3334 19.3939C13.3334 16.0468 16.0468 13.3333 19.394 13.3333C22.7412 13.3333 25.4546 16.0468 25.4546 19.3939Z" stroke="white" fill="none" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Blockchain Explorer</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://interest.coinmarketcap.com" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 ffSjRA"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="40" width="40" viewBox="0 0 40 40" class="sc-16r8icm-0 jpJFNt"><circle cx="20" cy="20" r="20" fill="#23DCF5"></circle><g opacity="0.6"><path d="M16.7187 17.75C18.1282 17.75 19.2708 16.5747 19.2708 15.125C19.2708 13.6753 18.1282 12.5 16.7187 12.5C15.3092 12.5 14.1666 13.6753 14.1666 15.125C14.1666 16.5747 15.3092 17.75 16.7187 17.75Z" fill="white"></path><path d="M23.2812 27.5C24.6907 27.5 25.8333 26.3247 25.8333 24.875C25.8333 23.4253 24.6907 22.25 23.2812 22.25C21.8717 22.25 20.7291 23.4253 20.7291 24.875C20.7291 26.3247 21.8717 27.5 23.2812 27.5Z" fill="white"></path></g><path d="M14.8959 25.2502L25.1042 14.7502" stroke="white" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Interest</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://jobs.coinmarketcap.com" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 ffSjRA"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="40" width="40" viewBox="0 0 40 40" class="sc-16r8icm-0 jpJFNt"><circle cx="20" cy="20" r="20" fill="#F5B97F"></circle><path opacity="0.6" fill-rule="evenodd" clip-rule="evenodd" d="M17.5 20H12.5V24.6667C12.5 25.7712 13.3954 26.6667 14.5 26.6667H25.5C26.6046 26.6667 27.5 25.7712 27.5 24.6667V20H22.5V20.9048C22.5 21.457 22.0523 21.9048 21.5 21.9048H18.5C17.9477 21.9048 17.5 21.457 17.5 20.9048V20Z" fill="white"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M24.1667 16.6667V14.3333C24.1667 13.781 23.719 13.3333 23.1667 13.3333H16.8333C16.281 13.3333 15.8333 13.781 15.8333 14.3333V16.6667H14.5C13.3954 16.6667 12.5 17.5621 12.5 18.6667V20H27.5V18.6667C27.5 17.5621 26.6046 16.6667 25.5 16.6667H24.1667ZM22.3438 16.6667V15H17.6562V16.6667H22.3438Z" fill="white"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Jobs Board</p></div></a></div><p color="neutral5" font-size="14" font-weight="500" class="sc-1eb5slv-0 swwyas-2 ktnoez">For business</p><div class="swwyas-5 caYbXb"><a href="https://coinmarketcap.com/advertising/" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 jHnSIe"><svg xmlns="http://www.w3.org/2000/svg" height="24px" width="24px" viewBox="0 0 24 24" class="sc-16r8icm-0 eZMaTl"><path d="M21.9748 19.9834L17.7248 3.62017C17.6305 3.25527 17.2905 3 16.9003 3H5.85042C5.58862 3 5.34127 3.11618 5.18062 3.31499C5.01912 3.51299 4.96218 3.77153 5.02592 4.01616L9.27589 20.3794C9.38979 20.8188 9.85303 21.0855 10.3069 20.9751C10.7625 20.8654 11.0388 20.4212 10.9257 19.9834L10.1267 16.9088H19.424L20.3258 20.3794C20.4227 20.7517 20.7686 20.9996 21.1494 20.9996C21.2183 20.9996 21.2871 20.9914 21.3568 20.9751C21.8116 20.8654 22.0887 20.4212 21.9748 19.9834Z" fill="#CFD6E4"></path><path d="M4.74665 8L2.02365 18.927C1.90715 19.3967 2.21505 19.8664 2.71249 19.9773C2.78369 19.9921 2.85489 20 2.92516 20C3.34401 20 3.72403 19.7285 3.82481 19.3269L4.52659 16.5078H6.99902L4.74665 8Z" fill="#A6B0C3"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Advertising</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://pro.coinmarketcap.com/" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 jHnSIe"><svg xmlns="http://www.w3.org/2000/svg" height="24px" width="24px" viewBox="0 0 24 24" class="sc-16r8icm-0 eZMaTl"><path d="M7 8L3 12L7 16M17 8L21 12L17 16" stroke="#A6B0C3" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round" fill="none"></path><path d="M10 19L14 5" stroke="#CFD6E4" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 kHNMNy">Crypto API</p></div></a></div><div class="swwyas-5 caYbXb"><a href="https://coinmarketcap.com/indices/" target="_blank" class="swwyas-6 jSAtmq"><div class="swwyas-7 jHnSIe"><svg xmlns="http://www.w3.org/2000/svg" height="24px" width="24px" viewBox="0 0 24 24" class="sc-16r8icm-0 eZMaTl"><path d="M4.99988 4H4.24988V5.5H4.99988C8.57902 5.50417 12.0104 6.92782 14.5412 9.45866C17.0721 11.9895 18.4957 15.4209 18.4999 19V19.75H19.9999V19C19.9953 15.0232 18.4135 11.2105 15.6014 8.39844C12.7894 5.58638 8.97672 4.00457 4.99988 4V4Z" fill="#A6B0C3"></path><path d="M5.24988 5H6.74988V8H5.24988V5Z" fill="#A6B0C3"></path><path d="M11.9999 11.1217L14.1209 9L15.1814 10.0612L13.0604 12.1822L11.9999 11.1217Z" fill="#A6B0C3"></path><path d="M15.9999 17.25H18.9999V18.75H15.9999V17.25Z" fill="#A6B0C3"></path><path d="M4.40931 16.4093C5.28756 15.5303 11.2501 12.7501 11.2501 12.7501C11.2501 12.7501 8.46981 18.7126 7.59081 19.5908C7.16646 20.0007 6.5981 20.2275 6.00816 20.2224C5.41822 20.2172 4.85389 19.9806 4.43672 19.5634C4.01955 19.1463 3.78292 18.5819 3.7778 17.992C3.77267 17.4021 3.99946 16.8337 4.40931 16.4093Z" fill="#CFD6E4"></path></svg></div><div style="display:flex;align-items:center;justify-content:space-between;width:calc(100% - 26px)"><p font-size="16" font-weight="500" color="text" class="sc-1eb5slv-0 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4.15842C19.1667 4.15842 19.5833 4.60396 19.5833 5.13861C19.5833 5.67327 19.1667 6.11881 18.6667 6.11881C18.1667 6.11881 17.75 5.67327 17.75 5.13861C17.75 4.60396 18.1667 4.15842 18.6667 4.15842ZM7.66667 13.4257C7.66667 12.6238 8.33333 12 9 12C9.75 12 10.3333 12.7129 10.3333 13.4257C10.3333 14.1386 9.75 14.8515 9 14.8515C8.33333 14.8515 7.66667 14.2277 7.66667 13.4257ZM15.3333 17.6139C14.6667 18.3267 13.5833 18.6832 12.0833 18.6832C10.5833 18.6832 9.5 18.3267 8.83333 17.6139C8.58333 17.3465 8.58333 16.9901 8.83333 16.8119C9.08333 16.5446 9.41667 16.5446 9.58333 16.8119C10.0833 17.3465 10.9167 17.6139 12.0833 17.6139C13.25 17.6139 14.0833 17.3465 14.5833 16.8119C14.8333 16.5446 15.1667 16.5446 15.3333 16.8119C15.5 17.0792 15.5 17.4356 15.3333 17.6139ZM15 14.8515C14.25 14.8515 13.5833 14.2277 13.5833 13.4257C13.5833 12.6238 14.25 12 15 12C15.75 12 16.3333 12.7129 16.3333 13.4257C16.3333 14.1386 15.75 14.8515 15 14.8515Z" fill="currenColor"></path></svg></a></div></div></div></div></div><div class="sc-18ghxad-0 ifvooB"><div class="container"><div class="cmc-global-stats__fade"></div><div class="cmc-global-stats__content"><div class="cmc-global-stats__inner-content"><span class="sc-12ja2s9-0 dzHJPm">Market Cap: \xa0<a href="/charts/" class="cmc-link">$526,805,859,850</a></span><span class="sc-12ja2s9-0 dzHJPm">24h Vol: \xa0<a href="/charts/" class="cmc-link">$222,038,563,870</a></span><span class="sc-12ja2s9-0 dzHJPm">BTC Dominance: \xa0<a href="/charts/#dominance-percentage" class="cmc-link">64.2%</a></span><span class="sc-12ja2s9-0 dzHJPm">Cryptocurrencies: \xa0<a href="/all/views/all/" class="cmc-link">7,742</a></span><span class="sc-12ja2s9-0 dzHJPm">Markets: \xa0<a href="/currencies/volume/24-hour/" class="cmc-link">33,306</a></span></div></div></div></div></div></div><div class="container cmc-main-section"><div class="cmc-main-section__content"><div id="ad-slot--leaderboard-top" class="sc-1mezg3x-3 kyvmYq"></div><div class="aiq2zi-0 jvxWIy cmc-currencies"><div class="cmc-currencies__details-panel"><div class="sc-2kchuj-0 bMKXnN cmc-details-panel-header"><div class="cmc-details-panel-header__name"><img src="https://s2.coinmarketcap.com/static/img/coins/64x64/1.png" alt="Bitcoin" width="32" height="32" class="cmc-static-icon cmc-static-icon-1" /><h1> Bitcoin <span>(BTC)</span></h1></div><div class="f6l7tu-0 jGlJVl cmc-details-panel-price"><span><span class="cmc-details-panel-price__price">$18,203.22</span><span class="cmc-details-panel-price__currency"> USD</span></span><span class="cmc--change-negative cmc-details-panel-price__price-change"> (-2.44%)</span><br /><span class="cmc-details-panel-price__crypto-price">1.00000000 BTC</span><span class=""> (0.00%)</span><div class="sc-131jk5z-0 ljhrDK cmc-details-panel-toolbar-buttons"><a id="cmc-addthis-share-button" class="wbroff-0 ffbqBu sc-18tn3qh-0 iiuBqm cmc-add-this-toolbar-button addthis_button_compact cmc-toolbar-button"><div class="cmc-toolbar-button__trigger"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="12px" width="12px" viewBox="0 0 24 24" class="sc-16r8icm-0 dlXIWb"><path fill-rule="evenodd" clip-rule="evenodd" d="M12.0008 2C12.266 2 12.5204 2.10536 12.7079 2.29289L18.1085 7.69346C18.499 8.08398 18.499 8.71715 18.1085 9.10767C17.7179 9.49819 17.0848 9.49819 16.6943 9.10767L13.001 5.41438V16C13.001 16.5523 12.5533 17 12.001 17C11.4487 17 11.001 16.5523 11.001 16V5.41405L7.30737 9.10767C6.91684 9.49819 6.28368 9.49819 5.89315 9.10767C5.50263 8.71715 5.50263 8.08398 5.89315 7.69346L11.2937 2.29289C11.4812 2.10536 11.7356 2 12.0008 2ZM3 15C3.55228 15 4 15.4477 4 16V19C4 19.5523 4.44772 20 5 20H19.0018C19.5541 20 20.0018 19.5523 20.0018 19V16C20.0018 15.4477 20.4496 15 21.0018 15C21.5541 15 22.0018 15.4477 22.0018 16V19C22.0018 20.6569 20.6587 22 19.0018 22H5C3.34315 22 2 20.6569 2 19V16C2 15.4477 2.44772 15 3 15Z" fill="currentColor"></path></svg><span>Share</span></div></a></div></div><div class="sc-12bzxdx-0 eDqWEc cmc-details-panel-buy-buttons"><div><div class="yzl9d3-0 akaPH cmc-buy-button"><div class="sc-12d77vg-0 bjzIty cmc-popover"><div class="cmc-popover__trigger"><div class="cmc-buy-button__trigger" data-qa-id="buy-button-buy"><span>Buy</span><span class="sc-16r8icm-0 iVdlud uikit-down-icon"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="18px" width="18px" viewBox="0 0 24 24" class="sc-16r8icm-0 ijNfgN"><path d="M6 9L12 15L18 9" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></div></div></div><div class="yzl9d3-0 akaPH cmc-buy-button"><div class="sc-12d77vg-0 bjzIty cmc-popover"><div class="cmc-popover__trigger"><div class="cmc-buy-button__trigger" data-qa-id="buy-button-exchange"><span>Exchange</span><span class="sc-16r8icm-0 iVdlud uikit-down-icon"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="18px" width="18px" viewBox="0 0 24 24" class="sc-16r8icm-0 ijNfgN"><path d="M6 9L12 15L18 9" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></div></div></div><div class="yzl9d3-0 akaPH cmc-buy-button"><div class="sc-12d77vg-0 bjzIty cmc-popover"><div class="cmc-popover__trigger"><div class="cmc-buy-button__trigger" data-qa-id="buy-button-gamble"><span>Gamble</span><span class="sc-16r8icm-0 iVdlud uikit-down-icon"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="18px" width="18px" viewBox="0 0 24 24" class="sc-16r8icm-0 ijNfgN"><path d="M6 9L12 15L18 9" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></div></div></div><div class="yzl9d3-0 akaPH cmc-buy-button"><div class="sc-12d77vg-0 bjzIty cmc-popover"><div class="cmc-popover__trigger"><div class="cmc-buy-button__trigger" data-qa-id="buy-button-derivatives"><span>Earn Crypto</span><span class="sc-16r8icm-0 iVdlud uikit-down-icon"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="18px" width="18px" viewBox="0 0 24 24" class="sc-16r8icm-0 ijNfgN"><path d="M6 9L12 15L18 9" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></div></div></div></div><div class="sc-1bks9yb-0 eAQZHO cmc-sponsored-link"><a target="_blank" rel="noopener nofollow noreferrer" href="https://goo.gl/forms/qCrWt4mRJvzgjrZL2" class="cmc-link"><svg width="13" height="13" xmlns="http://www.w3.org/2000/svg" class="ximw1v-0 iNDrzW cmc-svg-logo"><path d="M11.304 7.768c-.23.144-.501.161-.707.047-.262-.146-.406-.486-.406-.96V5.435c0-.685-.274-1.172-.734-1.304-.779-.223-1.365.716-1.585 1.068L6.5 7.394V4.713c-.016-.617-.22-.986-.605-1.098-.256-.073-.638-.044-1.01.516L1.807 9A5.285 5.285 0 0 1 1.181 6.5 5.324 5.324 0 0 1 6.5 1.182 5.324 5.324 0 0 1 11.816 6.5l.001.014v.015c.027.568-.16 1.02-.513 1.24zM12.997 6.5V6.471A6.507 6.507 0 0 0 6.498 0 6.507 6.507 0 0 0 0 6.5C0 10.084 2.915 13 6.499 13a6.477 6.477 0 0 0 4.418-1.733.59.59 0 1 0-.803-.867 5.298 5.298 0 0 1-3.615 1.418 5.304 5.304 0 0 1-3.957-1.77l2.775-4.39v2.024c0 .972.383 1.286.704 1.378.321.092.812.03 1.327-.795l1.526-2.438c.05-.079.094-.147.136-.205v1.232c0 .91.37 1.636 1.013 1.994.58.323 1.31.294 1.905-.076.721-.449 1.11-1.275 1.07-2.272z" fill="#7e899f" fill-rule="evenodd"></path></svg><span>sponsored</span></a></div></div></div><ul class="sc-15acgj0-0 dyvdrp cmc-details-panel-stats"><li><h5 class="sc-1m8sms1-6 lfsQmQ">Market Cap</h5><div><span>$337,689,222,540 USD</span><br /><span>18,551,075 BTC</span></div></li><li><h5 class="sc-1m8sms1-6 lfsQmQ">Volume (24h)</h5><div><span>$43,388,978,891 USD</span><br /><span>2,383,589 BTC</span></div></li><li><h5 class="sc-1m8sms1-6 lfsQmQ">Circulating Supply</h5><div><div>18,551,075 BTC</div></div></li><li><h5 class="sc-1m8sms1-6 lfsQmQ">Total Supply</h5><div>18,551,075 BTC</div></li><li><h5 class="sc-1m8sms1-6 lfsQmQ">Max Supply</h5><div>21,000,000 BTC</div></li></ul><ul class="sc-1mid60a-0 fGOmSh cmc-details-panel-links"><li><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" title="Rank" class="sc-16r8icm-0 vPIOT"><path d="M3 20H21M3.81691 8.1665H7.08964V16.6664H3.81691V8.1665ZM10.3637 4H13.6364V16.6665H10.3637V4ZM16.9096 11.5H20.1823V16.6666H16.9096V11.5Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="sc-13jrx81-0 YxBdW cmc-label cmc-label--success">Rank 1</span></li><li><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" title="Website" class="sc-16r8icm-0 vPIOT"><path d="M11.877 15.9787C11.8146 16.8242 11.4524 17.6196 10.8555 18.2217L9.94675 19.1305C9.27191 19.7958 8.36141 20.1672 7.41381 20.1638C6.46621 20.1604 5.5584 19.7825 4.88834 19.1124C4.21828 18.4423 3.84034 17.5345 3.83695 16.5868C3.83355 15.6392 4.20497 14.7287 4.87021 14.0538L5.779 13.145C6.38116 12.5483 7.1765 12.186 8.02192 12.1235L9.67229 10.4731C8.76285 10.2319 7.80611 10.2331 6.89728 10.4766C5.98845 10.72 5.15923 11.1973 4.49215 11.8608L3.58335 12.7697C2.56946 13.7837 1.99991 15.159 2 16.5929C2.00009 18.0269 2.5698 19.4021 3.5838 20.416C4.59781 21.43 5.97305 21.9995 7.40698 21.9994C8.84092 21.9994 10.2161 21.4296 11.23 20.4156L12.1388 19.5068C12.802 18.8395 13.279 18.0102 13.5225 17.1014C13.7659 16.1926 13.7673 15.236 13.5265 14.3265L11.877 15.9787Z"></path><path d="M15.9793 11.8768C16.8248 11.8144 17.6202 11.4522 18.2222 10.8553L19.131 9.9465C19.7963 9.27163 20.1677 8.3611 20.1643 7.41348C20.1609 6.46585 19.783 5.55801 19.1129 4.88793C18.4429 4.21786 17.535 3.83991 16.5874 3.83651C15.6398 3.83312 14.7293 4.20455 14.0545 4.8698L13.1457 5.77863C12.549 6.3808 12.1868 7.17616 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href="https://bitcoin.org/" target="_blank">Website</a></li><li><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="16px" width="16px" viewBox="0 0 24 24" title="Explorer" class="sc-16r8icm-0 vPIOT"><path d="M16.4153 16.4153L20 20M18.5455 11.2727C18.5455 15.2893 15.2894 18.5454 11.2728 18.5454C7.25612 18.5454 4 15.2893 4 11.2727C4 7.2561 7.25612 4 11.2728 4C15.2894 4 18.5455 7.2561 18.5455 11.2727Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg><a rel="noopener" href="https://blockchain.coinmarketcap.com/chain/bitcoin" target="_blank">Explorer</a> ( <a rel="nofollow noopener" href="https://blockchain.info/" target="_blank">2</a> <a rel="nofollow noopener" href="https://live.blockcypher.com/btc/" target="_blank">3</a> <a rel="nofollow noopener" href="https://blockchair.com/bitcoin" target="_blank">4</a> <a rel="nofollow noopener" href="https://explorer.viabtc.com/btc" target="_blank">5</a> )</li><li><svg 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2 5Z" fill="currentColor"></path><path d="M2 19C2 20.1046 2.89543 21 4 21C5.10457 21 6 20.1046 6 19C6 17.8954 5.10457 17 4 17C2.89543 17 2 17.8954 2 19Z" fill="currentColor"></path></svg><a rel="nofollow noopener" href="https://bitcointalk.org" target="_blank">Message Board</a></li><li><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="16px" width="16px" viewBox="0 0 24 24" title="Source Code" class="sc-16r8icm-0 vPIOT"><path d="M7 8L3 12L7 16M17 8L21 12L17 16" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path><path d="M10 19L14 5" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg><a rel="nofollow noopener" href="https://github.com/bitcoin/" target="_blank">Source Code</a></li><li><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="16px" width="16px" viewBox="0 0 24 24" title="Technical Documentation" class="sc-16r8icm-0 vPIOT"><path d="M13.75 3H6.75C6.28587 3 5.84075 3.18964 5.51256 3.52721C5.18437 3.86477 5 4.32261 5 4.8V19.2C5 19.6774 5.18437 20.1352 5.51256 20.4728C5.84075 20.8104 6.28587 21 6.75 21H17.25C17.7141 21 18.1592 20.8104 18.4874 20.4728C18.8156 20.1352 19 19.6774 19 19.2V8.4M13.75 3L19 8.4M13.75 3V8.4H19M15.5 12.9H8.5M15.5 16.5H8.5M10.25 9.3H8.5" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg><a rel="nofollow noopener" href="https://bitcoin.org/bitcoin.pdf" target="_blank">Technical Documentation</a></li><li class="cmc-detail-panel-tags"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" title="Tags" class="sc-16r8icm-0 jnBvVm"><path d="M8.143 9.85728C9.08977 9.85728 9.85728 9.08977 9.85728 8.143C9.85728 7.19622 9.08977 6.42871 8.143 6.42871C7.19622 6.42871 6.42871 7.19622 6.42871 8.143C6.42871 9.08977 7.19622 9.85728 8.143 9.85728Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path><path d="M11.8715 19.5858C12.6526 20.3668 13.9189 20.3668 14.6999 19.5858L19.5858 14.6999C20.3668 13.9189 20.3668 12.6525 19.5858 11.8715L10.7143 3H3V10.7143L11.8715 19.5858Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="sc-13jrx81-0 YxBdW cmc-label">Coin</span><span class="sc-13jrx81-0 YxBdW cmc-label">Mineable</span><span class="sc-13jrx81-0 YxBdW cmc-label">PoW</span><span class="sc-13jrx81-0 YxBdW cmc-label">SHA-256</span><span class="sc-13jrx81-0 YxBdW cmc-label">Store of Value</span><span class="sc-13jrx81-0 YxBdW cmc-label">State channels</span></li></ul></div><div id="ad-slot--mid" class="sc-19dwdrm-0 jhXqMT"></div><div class="v5fhlm-0 jdAFKL cmc-details-panel-tabs col-xs-12"><div class="sc-80vbsl-0 dzVXyl cmc-tabs"><ul class="cmc-tabs__header"><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M3 20H21M3.81691 8.1665H7.08964V16.6664H3.81691V8.1665ZM10.3637 4H13.6364V16.6665H10.3637V4ZM16.9096 11.5H20.1823V16.6666H16.9096V11.5Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span><em>Charts</em></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/markets" style="position:relative" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M6 16H20M20 16L17 19M20 16L17 13" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path><path d="M18 8H4M4 8L7 11M4 8L7 5" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span><em>Market Pairs</em><div class="sc-93406m-0 qtQWm"><div class="spinner"></div><div class="spinner-outer"></div></div></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/social/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M21 12C21 16.9706 16.9706 21 12 21M21 12C21 7.02944 16.9706 3 12 3M21 12H3M12 21C7.02944 21 3 16.9706 3 12M12 21C14.2512 18.5355 15.5305 15.3372 15.6 12C15.5305 8.66283 14.2512 5.46452 12 3M12 21C9.74885 18.5355 8.46952 15.3372 8.4 12C8.46952 8.66283 9.74885 5.46452 12 3M3 12C3 7.02944 7.02944 3 12 3" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></span><em>Social</em></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/tools/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M12.7003 5.30022C12.5171 5.48715 12.4145 5.73847 12.4145 6.00022C12.4145 6.26198 12.5171 6.5133 12.7003 6.70022L14.3003 8.30022C14.4873 8.48345 14.7386 8.58608 15.0003 8.58608C15.2621 8.58608 15.5134 8.48345 15.7003 8.30022L19.4703 4.53022C19.9732 5.64141 20.1254 6.87946 19.9068 8.07937C19.6882 9.27928 19.1091 10.3841 18.2466 11.2465C17.3842 12.1089 16.2794 12.6881 15.0795 12.9067C13.8796 13.1253 12.6415 12.9731 11.5303 12.4702L4.62034 19.3802C4.22252 19.778 3.68295 20.0015 3.12034 20.0015C2.55773 20.0015 2.01817 19.778 1.62034 19.3802C1.22252 18.9824 0.999023 18.4428 0.999023 17.8802C0.999023 17.3176 1.22252 16.778 1.62034 16.3802L8.53034 9.47022C8.02751 8.35904 7.87526 7.12099 8.09389 5.92108C8.31251 4.72117 8.89163 3.61638 9.75406 2.75395C10.6165 1.89151 11.7213 1.31239 12.9212 1.09377C14.1211 0.87514 15.3592 1.02739 16.4703 1.53022L12.7103 5.29022L12.7003 5.30022Z" stroke-linecap="round" stroke-linejoin="round"></path></svg></span><em>Tools</em></a></li><li class="cmc-tab__trigger cmc-tab__trigger--selected"><a href="/currencies/bitcoin/historical-data/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path fill-rule="evenodd" clip-rule="evenodd" d="M15 5H9V4C9 3.44772 8.55228 3 8 3C7.44772 3 7 3.44772 7 4V5H5C3.89543 5 3 5.89543 3 7V19C3 20.1046 3.89543 21 5 21H19C20.1046 21 21 20.1046 21 19V7C21 5.89543 20.1046 5 19 5H17V4C17 3.44772 16.5523 3 16 3C15.4477 3 15 3.44772 15 4V5ZM6 7C5.44772 7 5 7.44771 5 8V10H19V8C19 7.44772 18.5523 7 18 7H17C17 7.55228 16.5523 8 16 8C15.4477 8 15 7.55228 15 7H9C9 7.55228 8.55228 8 8 8C7.44772 8 7 7.55228 7 7H6ZM19 12H5V18C5 18.5523 5.44772 19 6 19H18C18.5523 19 19 18.5523 19 18V12Z"></path></svg></span><em>Historical Data</em></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/ratings/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M21.288 8.9542L15.3871 8.05451L12.7512 2.44829C12.6745 2.31177 12.5653 2.19861 12.4342 2.11998C12.3031 2.04136 12.1547 2 12.0037 2C11.8527 2 11.7043 2.04136 11.5732 2.11998C11.442 2.19861 11.3328 2.31177 11.2561 2.44829L8.61526 8.05451L2.7143 8.9542C2.56041 8.9775 2.41581 9.04551 2.29684 9.15053C2.17786 9.25555 2.08927 9.3934 2.04106 9.54849C1.99286 9.70358 1.98697 9.86973 2.02406 10.0281C2.06115 10.1866 2.13975 10.3309 2.25095 10.4449L6.52188 14.8113L5.51436 20.978C5.4881 21.1388 5.50524 21.3041 5.56384 21.4552C5.62244 21.6063 5.72017 21.7372 5.84597 21.8331C5.97177 21.9289 6.12063 21.986 6.27571 21.9977C6.4308 22.0095 6.58592 21.9755 6.72355 21.8996L12.0012 18.9889L17.2788 21.8996C17.4164 21.9755 17.5715 22.0095 17.7266 21.9977C17.8817 21.986 18.0305 21.9289 18.1563 21.8331C18.2822 21.7372 18.3799 21.6063 18.4385 21.4552C18.4971 21.3041 18.5142 21.1388 18.488 20.978L17.4804 14.8113L21.7514 10.4449C21.8625 10.331 21.9412 10.1868 21.9783 10.0285C22.0155 9.87024 22.0098 9.7042 21.9617 9.54915C21.9137 9.39411 21.8254 9.25624 21.7066 9.1511C21.5878 9.04597 21.4434 8.97777 21.2897 8.9542H21.288Z"></path></svg></span><em>Ratings</em></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/onchain-analysis/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="none" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path d="M5.90833 11.4706L8.78279 8.23535L12.7239 10.3922L16.0902 7.23535M3 4H19V16H3V4Z" stroke="currentColor" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path><circle cx="17" cy="16" r="5"></circle><path d="M17 14V18M19 16H15" stroke="white" stroke-width="2" stroke-miterlimit="10" stroke-linecap="round" stroke-linejoin="round"></path></svg></span><em>On-Chain Analysis</em></a></li><li class="cmc-tab__trigger"><a href="/currencies/bitcoin/news/" class="cmc-link"><span class="cmc-icon__wrap"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kyoBCp cmc-icon"><path fill-rule="evenodd" clip-rule="evenodd" d="M3.63636 0C1.62806 0 0 1.62806 0 3.63636V16.3636C0 18.3719 1.62806 20 3.63636 20H16.3636C18.3719 20 20 18.3719 20 16.3636V3.63636C20 1.62806 18.3719 0 16.3636 0H3.63636ZM5.45455 4.54545C4.95247 4.54545 4.54545 4.95247 4.54545 5.45455C4.54545 5.95662 4.95247 6.36364 5.45455 6.36364H14.5455C15.0475 6.36364 15.4545 5.95662 15.4545 5.45455C15.4545 4.95247 15.0475 4.54545 14.5455 4.54545H5.45455ZM4.54545 10C4.54545 9.49792 4.95247 9.09091 5.45455 9.09091H14.5455C15.0475 9.09091 15.4545 9.49792 15.4545 10C15.4545 10.5021 15.0475 10.9091 14.5455 10.9091H5.45455C4.95247 10.9091 4.54545 10.5021 4.54545 10ZM5.45455 13.6364C4.95247 13.6364 4.54545 14.0434 4.54545 14.5455C4.54545 15.0475 4.95247 15.4545 5.45455 15.4545H10.9091C11.4112 15.4545 11.8182 15.0475 11.8182 14.5455C11.8182 14.0434 11.4112 13.6364 10.9091 13.6364H5.45455Z"></path></svg></span><em>News</em></a></li></ul><ul class="cmc-tabs__body"><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab cmc-tab--selected"><div style="width:100%;padding-bottom:200px;text-align:left">Loading...</div></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li><li class="sc-10kr9hg-0 eDLUd cmc-tab"></li></ul></div></div><div class="sc-12mb6no-0 ioqUey"><div width="66.67%" class="sc-16r8icm-0 bFjmcP"><h2 color="text" class="sc-1q9q90x-0 iYFMbU">About Bitcoin</h2><p><strong>Bitcoin price today</strong> is $18,203.22 USD with a 24-hour trading volume of $43,388,978,891 USD. Bitcoin is down 2.44% in the last 24 hours. The current CoinMarketCap ranking is #1, with a market cap of $337,689,222,540 USD. It has a circulating supply of 18,551,075 BTC coins and a max. supply of 21,000,000 BTC coins. The top exchanges for trading in Bitcoin are currently <a href="/exchanges/binance/" class="cmc-link">Binance</a>, <a href="/exchanges/huobi-global/" class="cmc-link">Huobi Global</a>, <a href="/exchanges/hbtc/" class="cmc-link">HBTC</a>, <a href="/exchanges/binance-kr/" class="cmc-link">Binance.KR</a>, and <a href="/exchanges/dsdaq/" class="cmc-link">Dsdaq</a>. You can find others listed on our <a href="/rankings/exchanges/" class="cmc-link">crypto exchanges page</a>.</p><div><div class="sc-1lt0cju-0 srvSa"><div><h2 id="what-is-bitcoin-btc"><strong>What Is Bitcoin (BTC)?</strong></h2><p>Bitcoin is a decentralized cryptocurrency originally described in a 2008 <a href="https://coinmarketcap.com/alexandria/glossary/whitepaper">whitepaper</a> by a person, or group of people, using the alias <a href="https://coinmarketcap.com/alexandria/article/who-is-satoshi-nakamoto">Satoshi Nakamoto</a>. It was launched soon after, in January 2009.</p><p>Bitcoin is a peer-to-peer online currency, meaning that all <a href="https://coinmarketcap.com/alexandria/article/how-long-does-a-bitcoin-transaction-take">transactions</a> happen directly between equal, independent network participants, without the need for any intermediary to permit or facilitate them. Bitcoin was created, according to Nakamoto’s own words, to allow “online payments to be sent directly from one party to another without going through a financial institution.”</p><p>Some concepts for a similar type of a decentralized electronic currency precede BTC, but Bitcoin holds the distinction of being the first-ever cryptocurrency to come into actual use.</p><h3 id="who-are-the-founders-of-bitcoin"><strong>Who Are the Founders of Bitcoin?</strong></h3><p>Bitcoin’s original inventor is known under a pseudonym, Satoshi Nakamoto. As of 2020, the true identity of the person — or organization — that is behind the alias remains unknown.</p><p>On October 31, 2008, Nakamoto published Bitcoin’s whitepaper, which described in detail how a peer-to-peer, online currency could be implemented. They proposed to use a decentralized ledger of transactions packaged in batches (called “blocks”) and secured by cryptographic algorithms — the whole system would later be dubbed “<a href="https://coinmarketcap.com/alexandria/glossary/blockchain">blockchain</a>.”</p><p>Just two months later, on January 3, 2009, Nakamoto mined the first block on the Bitcoin network, known as the <a href="https://coinmarketcap.com/alexandria/glossary/genesis-block">genesis block</a>, thus launching the world’s first cryptocurrency.</p><p>However, while Nakamoto was the original inventor of Bitcoin, as well as the author of its very first implementation, over the years a large number of people have contributed to improving the cryptocurrency’s software by patching vulnerabilities and adding new features.</p><p>Bitcoin’s source code repository on GitHub lists more than 750 contributors, with some of the key ones being Wladimir J. van der Laan, Marco Falke, Pieter Wuille, Gavin Andresen, Jonas Schnelli and others.</p><h4 id="what-makes-bitcoin-unique"><strong>What Makes Bitcoin Unique?</strong></h4><p>Bitcoin’s most unique advantage comes from the fact that it was the very first cryptocurrency to appear on the market.</p><p>It has managed to create a global community and give birth to an entirely new industry of millions of enthusiasts who create, invest in, trade and use Bitcoin and other cryptocurrencies in their everyday lives. The emergence of the first cryptocurrency has created a conceptual and technological basis that subsequently inspired the development of thousands of competing projects.</p><p><a href="https://coinmarketcap.com/">The entire cryptocurrency market</a> — now worth more than $300 billion — is based on the idea realized by Bitcoin: money that can be sent and received by anyone, anywhere in the world without reliance on trusted intermediaries, such as banks and financial services companies.</p><p>Thanks to its pioneering nature, BTC remains at the top of this energetic market after over a decade of existence. Even after Bitcoin has lost its undisputed dominance, it remains the largest <a href="https://coinmarketcap.com/alexandria/article/what-are-cryptocurrencies">cryptocurrency</a>, with a market capitalization that fluctuated between $100-$200 billion in 2020, owing in large part to the ubiquitousness of platforms that provide use-cases for BTC: <a href="https://coinmarketcap.com/alexandria/article/how-to-use-a-bitcoin-wallet">wallets</a>, exchanges, payment services, online games and more.</p><h5 id="related-pages"><strong>Related Pages:</strong></h5><p>Looking for market and blockchain data for BTC? Visit our <a href="https://blockchain.coinmarketcap.com/chain/bitcoin">block explorer</a>.</p><p>Want to buy Bitcoin? Use CoinMarketCap’s <a href="https://coinmarketcap.com/how-to-buy-bitcoin/">guide</a>.</p><h4 id="how-much-bitcoin-is-in-circulation"><strong>How Much Bitcoin Is in Circulation?</strong></h4><p>Bitcoin’s total supply is limited by its software and will never exceed 21,000,000 coins. New coins are created during the process known as <a href="https://coinmarketcap.com/alexandria/article/how-long-does-it-take-to-mine-one-bitcoin">“mining”</a>: as transactions are relayed across the network, they get picked up by miners and packaged into blocks, which are in turn protected by complex cryptographic calculations.</p><p>As compensation for spending their computational resources, the miners receive rewards for every block that they successfully add to the blockchain. At the moment of Bitcoin’s launch, the reward was 50 bitcoins per block: this number gets <a href="https://coinmarketcap.com/halving/bitcoin/">halved</a> with every 210,000 new blocks mined — which takes the network roughly four years. As of 2020, the block reward has been halved three times and comprises 6.25 bitcoins.</p><p>Bitcoin has not been premined, meaning that no coins have been mined and/or distributed between the founders before it became available to the public. However, during the first few years of BTC’s existence, the competition between miners was relatively low, allowing the earliest network participants to accumulate significant amounts of coins via regular mining: Satoshi Nakamoto alone is believed to own over a million Bitcoin.</p><h4 id="how-is-the-bitcoin-network-secured"><strong>How Is the Bitcoin Network Secured?</strong></h4><p>Bitcoin is secured with the <a href="https://coinmarketcap.com/alexandria/glossary/sha-256">SHA-256 algorithm</a>, which belongs to the SHA-2 family of hashing algorithms, which is also used by its fork Bitcoin Cash (<a href="https://coinmarketcap.com/currencies/bitcoin-cash/">BCH</a>), as well as several other cryptocurrencies.</p><h4 id="where-can-you-buy-bitcoin-btc"><strong>Where Can You Buy [Bitcoin] ([BTC])?</strong></h4><p>Bitcoin is, in many regards, almost synonymous with cryptocurrency, which means that you can buy or sell it on virtually every crypto exchange — both for fiat money and other cryptocurrencies. Some of the main markets where BTC trading is available are:</p><ul><li><a href="https://coinmarketcap.com/exchanges/binance/">Binance</a></li><li><a href="https://coinmarketcap.com/exchanges/coinbase-pro/">Coinbase Pro</a></li><li><a href="https://coinmarketcap.com/exchanges/okex/">OKEx</a></li><li><a href="https://coinmarketcap.com/exchanges/kraken/">Kraken</a></li><li><a href="https://coinmarketcap.com/exchanges/huobi-global/">Huobi Global</a></li><li><a href="https://coinmarketcap.com/exchanges/bitfinex/">Bitfinex</a></li></ul><p>If you are new to crypto, use CoinMarketCap’s own <a href="https://coinmarketcap.com/how-to-buy-bitcoin/">easy guide</a> to buying Bitcoin.</p></div></div></div></div><div class="sc-16r8icm-0 eyMTCr"><div class="sc-16r8icm-0 fIhwvd"><table style="width:100%"><caption>Bitcoin Price Today</caption><tbody class="cmc-details-panel-about__table"><tr><th scope="row"><strong>Bitcoin Price</strong></th><td>$18,203.22 USD</td></tr><tr><th scope="row">24 Hour High / Low</th><td><div>$18,858.54 USD /</div><div>$17,671.38 USD</div></td></tr><tr><th scope="row">24 Hour Volume</th><td>$43,388,978,891 USD</td></tr><tr><th scope="row">Market Cap</th><td>$337,689,222,540 USD</td></tr><tr><th scope="row">Market Rank</th><td>#1</td></tr></tbody></table></div><div class="sc-16r8icm-0 fIhwvd"><table style="width:100%"><caption>Yesterday's Bitcoin Price</caption><tbody class="cmc-details-panel-about__table"><tr><th scope="row">Yesterday's High / Low</th><td><div>$18,936.62 USD /</div><div>$18,444.36 USD</div></td></tr><tr><th scope="row">Yesterday's Open / Close</th><td><div>$18,621.32 USD /</div><div>$18,642.23 USD</div></td></tr><tr><th scope="row">Yesterday's Change</th><td><span class="cmc--change-positive">$20.92 USD (0.11%)</span></td></tr><tr><th scope="row">Yesterday's Volume</th><td>$39,650,210,707 USD</td></tr></tbody></table></div><div class="sc-16r8icm-0 fIhwvd"><table style="width:100%"><caption>Historic Bitcoin Price</caption><tbody class="cmc-details-panel-about__table"><tr><th scope="row">7 Day High / Low</th><td><div>$18,773.23 USD /</div><div>$15,793.53 USD</div></td></tr><tr><th scope="row">30 Day High / Low</th><td><div>$18,858.54 USD /</div><div>$12,752.65 USD</div></td></tr><tr><th scope="row">90 Day High / Low</th><td><div>$18,936.62 USD /</div><div>$10,528.89 USD</div></td></tr><tr><th scope="row">52 Week High / Low</th><td><div>$18,936.62 USD /</div><div>$4,106.98 USD</div></td></tr><tr><th scope="row">All Time High</th><td><div>$20,089.00 USD</div><small class="cmc-details-panel-about__date">(Dec 17, 2017)</small></td></tr><tr><th scope="row">All Time Low</th><td><div>$65.53 USD</div><small class="cmc-details-panel-about__date">(Jul 05, 2013)</small></td></tr><tr><th scope="row">Bitcoin ROI<div class="sc-13fldiw-0 iSjJVg cmc-helper"><div class="sc-12d77vg-0 ZAkNk cmc-popover"><div class="cmc-popover__trigger"><svg xmlns="http://www.w3.org/2000/svg" fill="currentColor" height="16px" width="16px" viewBox="0 0 24 24" class="sc-16r8icm-0 kwTQDW cmc-icon"><path d="M10 0C8.02219 0 6.08879 0.58649 4.4443 1.6853C2.79981 2.78412 1.51809 4.3459 0.761209 6.17316C0.00433283 8.00043 -0.1937 10.0111 0.192152 11.9509C0.578004 13.8907 1.53041 15.6725 2.92894 17.0711C4.32746 18.4696 6.10929 19.422 8.0491 19.8078C9.98891 20.1937 11.9996 19.9957 13.8268 19.2388C15.6541 18.4819 17.2159 17.2002 18.3147 15.5557C19.4135 13.9112 20 11.9778 20 10C20 7.34783 18.9464 4.8043 17.0711 2.92893C15.1957 1.05357 12.6522 0 10 0V0ZM10 15.28L9.902 15.3H9.702C9.642 15.288 9.582 15.278 9.524 15.262C9.25995 15.1929 9.0307 15.0288 8.8802 14.8011C8.7297 14.5734 8.66854 14.2981 8.70844 14.0281C8.74835 13.7581 8.88651 13.5123 9.09644 13.3379C9.30638 13.1635 9.57331 13.0726 9.84606 13.0829C10.1188 13.0931 10.3782 13.2036 10.5745 13.3933C10.7707 13.583 10.8901 13.8384 10.9097 14.1107C10.9293 14.3829 10.8477 14.6528 10.6805 14.8686C10.5134 15.0844 10.2725 15.2309 10.004 15.28H10ZM13.2 8.018C13.0859 8.38607 12.8872 8.72235 12.62 9C12.3143 9.306 11.9794 9.58131 11.62 9.822C11.42 9.96 11.242 10.104 11.054 10.248C10.8839 10.3886 10.7559 10.5734 10.684 10.782C10.644 10.89 10.598 10.998 10.556 11.106C10.5045 11.2496 10.4101 11.374 10.2856 11.4624C10.1612 11.5507 10.0126 11.5987 9.86 11.6C9.68722 11.619 9.51251 11.5913 9.354 11.52C9.234 11.4614 9.13001 11.3745 9.05094 11.2669C8.97187 11.1592 8.92008 11.034 8.9 10.902C8.86845 10.7182 8.8734 10.53 8.91458 10.3481C8.95576 10.1663 9.03236 9.99427 9.14 9.842C9.31308 9.58899 9.52502 9.3649 9.768 9.178C10.03 8.964 10.3 8.76 10.568 8.546C10.7904 8.37577 10.9767 8.16297 11.116 7.92C11.2242 7.71385 11.2687 7.48018 11.2437 7.2487C11.2188 7.01723 11.1256 6.79838 10.976 6.62C10.8174 6.44709 10.6068 6.33055 10.376 6.288C10.0688 6.21628 9.74858 6.22178 9.444 6.304C9.2878 6.34666 9.14254 6.42228 9.018 6.52578C8.89346 6.62927 8.79253 6.75824 8.722 6.904C8.628 7.08 8.546 7.26 8.458 7.438C8.39346 7.5726 8.30618 7.69507 8.2 7.8C8.10796 7.88085 8.00028 7.94193 7.88365 7.97943C7.76702 8.01693 7.64392 8.03006 7.522 8.018C7.37212 8.0141 7.22535 7.97432 7.094 7.902C6.97306 7.83944 6.87173 7.74472 6.80115 7.62827C6.73058 7.51182 6.6935 7.37816 6.694 7.242C6.68377 6.80031 6.82491 6.36841 7.094 6.018C7.4051 5.59747 7.81804 5.26299 8.294 5.046C8.65301 4.87561 9.03738 4.76483 9.432 4.718L9.656 4.696H10.056L10.272 4.716C10.8068 4.74974 11.3302 4.88552 11.814 5.116C12.2461 5.31493 12.6145 5.62997 12.878 6.026C13.0787 6.33792 13.2028 6.69294 13.24 7.062C13.2941 7.37993 13.2804 7.70569 13.2 8.018Z"></path></svg></div></div></div></th><td><span class="cmc--change-positive">> 9000%</span></td></tr></tbody></table></div><div class="sc-16r8icm-0 fIhwvd"><table style="width:100%"><caption>Bitcoin Supply Details</caption><tbody class="cmc-details-panel-about__table"><tr><th scope="row">Circulating Supply</th><td>18,551,075 BTC</td></tr><tr><th scope="row">Total Supply</th><td>18,551,075 BTC</td></tr><tr><th scope="row">Max Supply</th><td>21,000,000 BTC</td></tr></tbody></table></div></div></div></div><div class="cmc-bottom-margin-2x"><div class="ttkech-0 jsMnEL"><div class="ttkech-1 giOCvy">Sign up for our newsletter</div><div class="ttkech-2 htnpnR">Get crypto analysis, news and updates, right to your inbox! 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It was launched soon after, in January 2009.\\n\\nBitcoin is a peer-to-peer online currency, meaning that all [transactions](https://coinmarketcap.com/alexandria/article/how-long-does-a-bitcoin-transaction-take) happen directly between equal, independent network participants, without the need for any intermediary to permit or facilitate them. Bitcoin was created, according to Nakamoto’s own words, to allow “online payments to be sent directly from one party to another without going through a financial institution.”\\n\\nSome concepts for a similar type of a decentralized electronic currency precede BTC, but Bitcoin holds the distinction of being the first-ever cryptocurrency to come into actual use.\\n\\n\\n### **Who Are the Founders of Bitcoin?**\\n\\nBitcoin’s original inventor is known under a pseudonym, Satoshi Nakamoto. As of 2020, the true identity of the person — or organization — that is behind the alias remains unknown.\\n\\nOn October 31, 2008, Nakamoto published Bitcoin’s whitepaper, which described in detail how a peer-to-peer, online currency could be implemented. They proposed to use a decentralized ledger of transactions packaged in batches (called “blocks”) and secured by cryptographic algorithms — the whole system would later be dubbed “[blockchain](https://coinmarketcap.com/alexandria/glossary/blockchain).”\\n\\nJust two months later, on January 3, 2009, Nakamoto mined the first block on the Bitcoin network, known as the [genesis block](https://coinmarketcap.com/alexandria/glossary/genesis-block), thus launching the world’s first cryptocurrency.\\n\\nHowever, while Nakamoto was the original inventor of Bitcoin, as well as the author of its very first implementation, over the years a large number of people have contributed to improving the cryptocurrency’s software by patching vulnerabilities and adding new features.\\n\\nBitcoin’s source code repository on GitHub lists more than 750 contributors, with some of the key ones being Wladimir J. van der Laan, Marco Falke, Pieter Wuille, Gavin Andresen, Jonas Schnelli and others.\\n\\n\\n#### **What Makes Bitcoin Unique?**\\n\\nBitcoin’s most unique advantage comes from the fact that it was the very first cryptocurrency to appear on the market.\\n\\nIt has managed to create a global community and give birth to an entirely new industry of millions of enthusiasts who create, invest in, trade and use Bitcoin and other cryptocurrencies in their everyday lives. The emergence of the first cryptocurrency has created a conceptual and technological basis that subsequently inspired the development of thousands of competing projects.\\n\\n[The entire cryptocurrency market](https://coinmarketcap.com/) — now worth more than $300 billion — is based on the idea realized by Bitcoin: money that can be sent and received by anyone, anywhere in the world without reliance on trusted intermediaries, such as banks and financial services companies.\\n\\nThanks to its pioneering nature, BTC remains at the top of this energetic market after over a decade of existence. Even after Bitcoin has lost its undisputed dominance, it remains the largest [cryptocurrency](https://coinmarketcap.com/alexandria/article/what-are-cryptocurrencies), with a market capitalization that fluctuated between $100-$200 billion in 2020, owing in large part to the ubiquitousness of platforms that provide use-cases for BTC: [wallets](https://coinmarketcap.com/alexandria/article/how-to-use-a-bitcoin-wallet), exchanges, payment services, online games and more.\\n\\n\\n##### **Related Pages:**\\n\\nLooking for market and blockchain data for BTC? Visit our [block explorer](https://blockchain.coinmarketcap.com/chain/bitcoin).\\n\\nWant to buy Bitcoin? Use CoinMarketCap’s [guide](https://coinmarketcap.com/how-to-buy-bitcoin/).\\n\\n\\n#### **How Much Bitcoin Is in Circulation?**\\n\\nBitcoin’s total supply is limited by its software and will never exceed 21,000,000 coins. New coins are created during the process known as [“mining”](https://coinmarketcap.com/alexandria/article/how-long-does-it-take-to-mine-one-bitcoin): as transactions are relayed across the network, they get picked up by miners and packaged into blocks, which are in turn protected by complex cryptographic calculations.\\n\\nAs compensation for spending their computational resources, the miners receive rewards for every block that they successfully add to the blockchain. At the moment of Bitcoin’s launch, the reward was 50 bitcoins per block: this number gets [halved](https://coinmarketcap.com/halving/bitcoin/) with every 210,000 new blocks mined — which takes the network roughly four years. As of 2020, the block reward has been halved three times and comprises 6.25 bitcoins.\\n\\nBitcoin has not been premined, meaning that no coins have been mined and/or distributed between the founders before it became available to the public. However, during the first few years of BTC’s existence, the competition between miners was relatively low, allowing the earliest network participants to accumulate significant amounts of coins via regular mining: Satoshi Nakamoto alone is believed to own over a million Bitcoin.\\n\\n\\n#### **How Is the Bitcoin Network Secured?**\\n\\nBitcoin is secured with the [SHA-256 algorithm](https://coinmarketcap.com/alexandria/glossary/sha-256), which belongs to the SHA-2 family of hashing algorithms, which is also used by its fork Bitcoin Cash ([BCH](https://coinmarketcap.com/currencies/bitcoin-cash/)), as well as several other cryptocurrencies.\\n\\n\\n#### **Where Can You Buy [Bitcoin] ([BTC])?**\\n\\nBitcoin is, in many regards, almost synonymous with cryptocurrency, which means that you can buy or sell it on virtually every crypto exchange — both for fiat money and other cryptocurrencies. Some of the main markets where BTC trading is available are:\\n\\n\\n\\n* [Binance](https://coinmarketcap.com/exchanges/binance/)\\n* [Coinbase Pro](https://coinmarketcap.com/exchanges/coinbase-pro/)\\n* [OKEx](https://coinmarketcap.com/exchanges/okex/)\\n* [Kraken](https://coinmarketcap.com/exchanges/kraken/)\\n* [Huobi Global](https://coinmarketcap.com/exchanges/huobi-global/)\\n* [Bitfinex](https://coinmarketcap.com/exchanges/bitfinex/)\\n\\nIf you are new to crypto, use CoinMarketCap’s own [easy guide](https://coinmarketcap.com/how-to-buy-bitcoin/) to buying Bitcoin.","slug":"bitcoin","subreddit":"bitcoin","notice":"","tags":["mineable","pow","sha-256","store-of-value","state-channels"],"tag-names":["Mineable","PoW","SHA-256","Store of Value","State 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reg2 = re.compile(r'"time_open":"([\s\S]*?)T00:00:00.000Z')
day= reg2.findall(data)##date
reg3 = re.compile(r'"open":([\s\S]*?),"high"')
Open = reg3.findall(data)#Open
reg4 = re.compile(r'"high":([\s\S]*?),"low"')
high = reg4.findall(data)##high
reg5 = re.compile(r'"low":([\s\S]*?),"close"')
low = reg5.findall(data)##low
reg6 = re.compile(r'"close":([\s\S]*?),"volume"')
close = reg6.findall(data)##close
reg7 = re.compile(r'"volume":([\s\S]*?),"market_cap"')
volume = reg7.findall(data)##volumn
reg8 = re.compile(r'"market_cap":([\s\S]*?),"timestamp"')
market_cap = reg8.findall(data)##market_cap
DF = pd.DataFrame({'Date': day, 'Open': Open, 'High':high,
'Low':low, 'Close':close, 'Volume':volume,
'Market Cap':market_cap})
DF
| Date | Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|---|
| 0 | 2013-04-29 | 134.44400024414062 | 147.48800659179688 | 134 | 144.5399932861328 | 0 | 1603768864.5 |
| 1 | 2013-04-30 | 144 | 146.92999267578125 | 134.0500030517578 | 139 | 0 | 1542813125 |
| 2 | 2013-05-01 | 139 | 139.88999938964844 | 107.72000122070312 | 116.98999786376953 | 0 | 1298954593.75 |
| 3 | 2013-05-02 | 116.37999725341797 | 125.5999984741211 | 92.28189849853516 | 105.20999908447266 | 0 | 1168517495.25 |
| 4 | 2013-05-03 | 106.25 | 108.12799835205078 | 79.0999984741211 | 97.75 | 0 | 1085995168.75 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 2759 | 2020-11-17 | 16685.69093058 | 17782.92055432 | 16564.54499204 | 17645.40576746 | 39006849169.8069 | 327257094857.4363 |
| 2760 | 2020-11-18 | 17645.19047404 | 18393.94914579 | 17352.906612 | 17804.00563217 | 49064800277.874275 | 330218014062.15594 |
| 2761 | 2020-11-19 | 17803.86174661 | 18119.54784964 | 17382.55398903 | 17817.09024754 | 36985055355.38892 | 330475167134.4854 |
| 2762 | 2020-11-20 | 17817.08366299 | 18773.22751179 | 17765.79576896 | 18621.31436938 | 36992873939.98525 | 345411881099.1716 |
| 2763 | 2020-11-21 | 18621.31587778 | 18936.62068806 | 18444.3589249 | 18642.23276593 | 39650210707.296875 | 345819234184.5931 |
2764 rows × 7 columns
DF['Date'] = pd.to_datetime(DF['Date'])
DF.set_index('Date', inplace=True)
for column in DF.columns:
DF[column] = pd.to_numeric(DF[column], errors='coerce')
import requests
import re
def Historical_Data_from_CMC(coin_name:str, start_date:str, end_date:str):
"""
Output: DataFrame of the historical data for specified coin_name.
"""
url = 'https://coinmarketcap.com/currencies/'+coin_name+'/historical-data/?start='+start_date+'&end='+end_date
header = {
'Cache-Control': 'max-age=0',
'Connection': 'keep-alive',
'Referer': 'https://sz.lianjia.com/zufang/',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.122 Safari/537.36'}
response = requests.get(url, headers = header)
response.encoding = response.apparent_encoding
html = response.text
reg1 = re.compile(r'"quotes"([\s\S]*?),"related":')
data = reg1.findall(html)##匹配到交易信息部分
data=data[0]##匹配到交易信息部分
reg2 = re.compile(r'"time_open":"([\s\S]*?)T00:00:00.000Z')
day= reg2.findall(data)##date
reg3 = re.compile(r'"open":([\s\S]*?),"high"')
Open = reg3.findall(data)#Open
reg4 = re.compile(r'"high":([\s\S]*?),"low"')
high = reg4.findall(data)##high
reg5 = re.compile(r'"low":([\s\S]*?),"close"')
low = reg5.findall(data)##low
reg6 = re.compile(r'"close":([\s\S]*?),"volume"')
close = reg6.findall(data)##close
reg7 = re.compile(r'"volume":([\s\S]*?),"market_cap"')
volume = reg7.findall(data)##volumn
reg8 = re.compile(r'"market_cap":([\s\S]*?),"timestamp"')
market_cap = reg8.findall(data)##market_cap
DF = pd.DataFrame({'Date': day, 'Open': Open, 'High':high,
'Low':low, 'Close':close, 'Volume':volume,
'Market Cap':market_cap})
DF['Date'] = pd.to_datetime(DF['Date'])
DF.set_index('Date', inplace=True)
for column in DF.columns:
DF[column] = pd.to_numeric(DF[column], errors='coerce')
return DF
coin_name = 'bitcoin'
start_date = '20130429'
end_date = '20201122'
Bitcoin = Historical_Data_from_CMC(coin_name, start_date, end_date)
Bitcoin.to_csv('Bitcoin')
coin_name = 'ethereum'
start_date = '20130429'
end_date = '20201122'
Ethereum = Historical_Data_from_CMC(coin_name, start_date, end_date)
Ethereum.to_csv('Ethereum')
Bitcoin = pd.read_csv('Bitcoin', index_col=0, parse_dates=True)
Ethereum = pd.read_csv('Ethereum', index_col=0, parse_dates=True)
Bitcoin.head()
| Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2013-04-29 | 134.444000 | 147.488007 | 134.000000 | 144.539993 | 0.0 | 1.603769e+09 |
| 2013-04-30 | 144.000000 | 146.929993 | 134.050003 | 139.000000 | 0.0 | 1.542813e+09 |
| 2013-05-01 | 139.000000 | 139.889999 | 107.720001 | 116.989998 | 0.0 | 1.298955e+09 |
| 2013-05-02 | 116.379997 | 125.599998 | 92.281898 | 105.209999 | 0.0 | 1.168517e+09 |
| 2013-05-03 | 106.250000 | 108.127998 | 79.099998 | 97.750000 | 0.0 | 1.085995e+09 |
#Since 'index_col=0, parse_dates=True' were used when load data, we do not need:
# Bitcoin['Date'] = pd.to_datetime(Bitcoin['Date'])
# Bitcoin.set_index('Date', inplace=True)
Bitcoin.index
DatetimeIndex(['2013-04-29', '2013-04-30', '2013-05-01', '2013-05-02',
'2013-05-03', '2013-05-04', '2013-05-05', '2013-05-06',
'2013-05-07', '2013-05-08',
...
'2020-11-12', '2020-11-13', '2020-11-14', '2020-11-15',
'2020-11-16', '2020-11-17', '2020-11-18', '2020-11-19',
'2020-11-20', '2020-11-21'],
dtype='datetime64[ns]', name='Date', length=2764, freq=None)
#Since 'index_col=0, parse_dates=True' were used when load data, we do not need:
# Ethereum['Date'] = pd.to_datetime(Ethereum['Date'])
# Ethereum.set_index('Date', inplace=True)
Ethereum.head()
| Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2015-08-07 | 2.831620 | 3.536610 | 2.521120 | 2.772120 | 164329.0 | 1.666106e+08 |
| 2015-08-08 | 2.793760 | 2.798810 | 0.714725 | 0.753325 | 674188.0 | 4.548689e+07 |
| 2015-08-09 | 0.706136 | 0.879810 | 0.629191 | 0.701897 | 532170.0 | 4.239957e+07 |
| 2015-08-10 | 0.713989 | 0.729854 | 0.636546 | 0.708448 | 405283.0 | 4.281836e+07 |
| 2015-08-11 | 0.708087 | 1.131410 | 0.663235 | 1.067860 | 1463100.0 | 6.456929e+07 |
Ethereum.index
DatetimeIndex(['2015-08-07', '2015-08-08', '2015-08-09', '2015-08-10',
'2015-08-11', '2015-08-12', '2015-08-13', '2015-08-14',
'2015-08-15', '2015-08-16',
...
'2020-11-13', '2020-11-14', '2020-11-15', '2020-11-16',
'2020-11-17', '2020-11-18', '2020-11-19', '2020-11-20',
'2020-11-21', '2020-11-22'],
dtype='datetime64[ns]', name='Date', length=1935, freq=None)
# Add columns with year, month, and weekday name
Bitcoin['Year'] = Bitcoin.index.year
Bitcoin['Month'] = Bitcoin.index.month
Bitcoin['Weekday Name'] = Bitcoin.index.strftime("%A") #Weekday Name:dt.strftime("%A")
# Display a random sampling of 5 rows
Bitcoin.sample(5, random_state=0)
| Open | High | Low | Close | Volume | Market Cap | Year | Month | Weekday Name | |
|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||
| 2019-03-30 | 4092.136164 | 4296.806650 | 4053.909651 | 4106.660085 | 9.732688e+09 | 7.235519e+10 | 2019 | 3 | Saturday |
| 2016-03-02 | 435.131012 | 435.916992 | 423.989014 | 423.989014 | 7.495530e+07 | 6.475330e+09 | 2016 | 3 | Wednesday |
| 2017-01-01 | 963.658020 | 1003.080017 | 958.698975 | 998.325012 | 1.477750e+08 | 1.605041e+10 | 2017 | 1 | Sunday |
| 2014-08-31 | 502.904999 | 504.878998 | 474.813995 | 477.763000 | 4.463230e+07 | 6.312802e+09 | 2014 | 8 | Sunday |
| 2018-02-15 | 9488.320312 | 10234.799805 | 9395.580078 | 10166.400391 | 9.062540e+09 | 1.714778e+11 | 2018 | 2 | Thursday |
# Add columns with year, month, and weekday name
Ethereum['Year'] = Ethereum.index.year
Ethereum['Month'] = Ethereum.index.month
Ethereum['Weekday Name'] = Ethereum.index.strftime("%A") #Weekday Name:dt.strftime("%A")
# Display a random sampling of 5 rows
Ethereum.sample(5, random_state=0)
| Open | High | Low | Close | Volume | Market Cap | Year | Month | Weekday Name | |
|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||
| 2020-01-26 | 161.176823 | 168.220317 | 160.281127 | 168.077100 | 9.261862e+09 | 1.839495e+10 | 2020 | 1 | Sunday |
| 2019-07-17 | 199.066792 | 217.975627 | 193.990422 | 211.484963 | 9.387748e+09 | 2.261665e+10 | 2019 | 7 | Wednesday |
| 2019-06-28 | 294.143043 | 313.031557 | 292.939822 | 311.226103 | 1.151466e+10 | 3.320259e+10 | 2019 | 6 | Friday |
| 2020-02-25 | 265.283387 | 265.431475 | 246.858998 | 247.817592 | 2.187888e+10 | 2.722340e+10 | 2020 | 2 | Tuesday |
| 2016-11-06 | 10.991700 | 11.245400 | 10.852000 | 10.873500 | 5.688710e+06 | 9.319475e+08 | 2016 | 11 | Sunday |
import seaborn as sns
# Use seaborn style defaults and set the default figure size
sns.set(rc={'figure.figsize':(11, 4)})
Bitcoin['Close'].plot(linewidth=1)
<matplotlib.axes._subplots.AxesSubplot at 0x7f55214b15e0>
Ethereum['Close'].plot(linewidth=1)
<matplotlib.axes._subplots.AxesSubplot at 0x7f5520c95610>
# Specify the data columns we want to include (i.e. exclude Year, Month, Weekday Name)
data_columns = ['Close']
# Resample to weekly frequency, aggregating with mean
Bitcoin_weekly_mean = Bitcoin[data_columns].resample('W').mean()
Bitcoin_weekly_mean.head(3)
| Close | |
|---|---|
| Date | |
| 2013-05-05 | 118.842856 |
| 2013-05-12 | 113.925571 |
| 2013-05-19 | 118.709001 |
print(Bitcoin.shape[0])
print(Bitcoin_weekly_mean.shape[0])
2764 395
# Specify the data columns we want to include (i.e. exclude Year, Month, Weekday Name)
data_columns = ['Close']
# Resample to weekly frequency, aggregating with mean
Ethereum_weekly_mean = Ethereum[data_columns].resample('W').mean()
Ethereum_weekly_mean.head(3)
| Close | |
|---|---|
| Date | |
| 2015-08-09 | 1.409114 |
| 2015-08-16 | 1.414888 |
| 2015-08-23 | 1.305936 |
print(Ethereum.shape[0])
print(Ethereum_weekly_mean.shape[0])
1935 277
# Start and end of the date range to extract
start, end = '2013-05', '2020-11'
# Plot daily and weekly resampled time series together
fig, ax = plt.subplots()
ax.plot(Bitcoin.loc[start:end, 'Close'],
marker='.', linestyle='-', linewidth=0.5, label='Daily')
ax.plot(Bitcoin_weekly_mean.loc[start:end, 'Close'],
marker='o', markersize=1, linestyle='-', label='Weekly Mean')
ax.set_ylabel('Close Price')
ax.legend()
plt.savefig('ts_BC.png', bbox_inches='tight')
# Start and end of the date range to extract
start, end = '2015-08', '2020-11'
# Plot daily and weekly resampled time series together
fig, ax = plt.subplots()
ax.plot(Ethereum.loc[start:end, 'Close'],
marker='.', linestyle='-', linewidth=0.5, label='Daily')
ax.plot(Ethereum_weekly_mean.loc[start:end, 'Close'],
marker='o', markersize=1, linestyle='-', label='Weekly Mean')
ax.set_ylabel('Close Price')
ax.legend()
plt.savefig('ts_Et.png', bbox_inches='tight')
Cross-correlation is the comparison of two different time series to detect if there is a correlation between metrics with the same maximum and minimum values. For example: “Are two audio signals in phase?
Auto-correlation is the comparison of a time series with itself at a different time. It aims, for example, to detect repeating patterns or seasonality. For example: “Is there weekly seasonality on a server website?” “Does the current week’s data highly correlate with that of the previous week?”
Here we calculate the Cross-correlation
Bitcoin['Close'].corr(Ethereum['Close'], method="pearson")
0.7355659568999063
Very High correlation, highly related
from statsmodels.tsa.stattools import adfuller
from statsmodels.tsa.stattools import acf, pacf
from statsmodels.tsa.arima_model import ARIMA
ts = Bitcoin['Close']
print(ts.head())
ts.head().index
Date 2013-04-29 144.539993 2013-04-30 139.000000 2013-05-01 116.989998 2013-05-02 105.209999 2013-05-03 97.750000 Name: Close, dtype: float64
DatetimeIndex(['2013-04-29', '2013-04-30', '2013-05-01', '2013-05-02',
'2013-05-03'],
dtype='datetime64[ns]', name='Date', freq=None)
def test_stationarity(timeseries):
#Determing rolling statistics
rolmean = timeseries.rolling(15).mean()
rolstd = timeseries.rolling(15).std()
#Plot rolling statistics:
plt.figure(figsize=(10,5))
orig = plt.plot(timeseries, color='blue',label='Original')
mean = plt.plot(rolmean, color='red', label='Rolling Mean')
std = plt.plot(rolstd, color='black', label = 'Rolling Std')
plt.legend(loc='best')
#plt.title('Rolling Mean & Standard Deviation')
plt.savefig('Rolling_statistics.png', bbox_inches='tight')
plt.show()
#Perform Augmented Dickey-Fuller test:
print('Results of Augmented Dickey-Fuller Test:')
dftest = adfuller(timeseries, autolag='BIC')
dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])
for key,value in dftest[4].items():
dfoutput['Critical Value (%s)'%key] = value
print(dfoutput)
test_stationarity(ts)
Results of Augmented Dickey-Fuller Test: Test Statistic 0.144093 p-value 0.968946 #Lags Used 0.000000 Number of Observations Used 2763.000000 Critical Value (1%) -3.432719 Critical Value (5%) -2.862587 Critical Value (10%) -2.567327 dtype: float64
From the result, it is not stationary
ts_diff = ts - ts.shift()
ts_diff.dropna(inplace=True)
test_stationarity(ts_diff)
Results of Augmented Dickey-Fuller Test: Test Statistic -51.616279 p-value 0.000000 #Lags Used 0.000000 Number of Observations Used 2762.000000 Critical Value (1%) -3.432720 Critical Value (5%) -2.862587 Critical Value (10%) -2.567327 dtype: float64
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
# 自相关和偏相关图
def draw_acf_pacf(ts, lags=70):
f,ax=plt.subplots(2,1)
plot_acf(ts, lags=lags, ax=ax[0])
plot_pacf(ts, lags=lags, ax=ax[1])
plt.subplots_adjust(0,0,1,1,0,0)
plt.savefig('AFPAF')
draw_acf_pacf(ts_diff)
plt.savefig('ACFPACF.png', bbox_inches='tight')
Set p = 1, q = 1 is enough
ts.index = pd.DatetimeIndex(ts.index.values,
freq=ts.index.inferred_freq)
model = ARIMA(ts, order=(1,1,1))
model = model.fit(disp=-1, method = 'mle')
model.summary()
| Dep. Variable: | D.Close | No. Observations: | 2763 |
|---|---|---|---|
| Model: | ARIMA(1, 1, 1) | Log Likelihood | -19287.783 |
| Method: | mle | S.D. of innovations | 260.291 |
| Date: | Mon, 23 Nov 2020 | AIC | 38583.566 |
| Time: | 19:03:24 | BIC | 38607.263 |
| Sample: | 04-30-2013 | HQIC | 38592.126 |
| - 11-21-2020 |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| const | 6.6943 | 5.022 | 1.333 | 0.182 | -3.148 | 16.536 |
| ar.L1.D.Close | -0.7640 | 0.124 | -6.140 | 0.000 | -1.008 | -0.520 |
| ma.L1.D.Close | 0.7888 | 0.118 | 6.675 | 0.000 | 0.557 | 1.020 |
| Real | Imaginary | Modulus | Frequency | |
|---|---|---|---|---|
| AR.1 | -1.3089 | +0.0000j | 1.3089 | 0.5000 |
| MA.1 | -1.2677 | +0.0000j | 1.2677 | 0.5000 |
ts2 = Ethereum['Close']
print(ts2.head())
ts2.head().index
Date 2015-08-07 2.772120 2015-08-08 0.753325 2015-08-09 0.701897 2015-08-10 0.708448 2015-08-11 1.067860 Name: Close, dtype: float64
DatetimeIndex(['2015-08-07', '2015-08-08', '2015-08-09', '2015-08-10',
'2015-08-11'],
dtype='datetime64[ns]', name='Date', freq=None)
test_stationarity(ts2)
Results of Augmented Dickey-Fuller Test: Test Statistic -2.319376 p-value 0.165795 #Lags Used 25.000000 Number of Observations Used 1909.000000 Critical Value (1%) -3.433780 Critical Value (5%) -2.863055 Critical Value (10%) -2.567577 dtype: float64
ts2_diff = ts2 - ts2.shift()
ts2_diff.dropna(inplace=True)
test_stationarity(ts2_diff)
Results of Augmented Dickey-Fuller Test: Test Statistic -7.007509e+00 p-value 7.059547e-10 #Lags Used 2.400000e+01 Number of Observations Used 1.909000e+03 Critical Value (1%) -3.433780e+00 Critical Value (5%) -2.863055e+00 Critical Value (10%) -2.567577e+00 dtype: float64
draw_acf_pacf(ts2_diff)
ts2.index = pd.DatetimeIndex(ts2.index.values,
freq=ts2.index.inferred_freq)
model2 = ARIMA(ts2, order=(6,1,6))
model2 = model2.fit(disp=-1, method = 'mle')
model2.summary()
| Dep. Variable: | D.Close | No. Observations: | 1934 |
|---|---|---|---|
| Model: | ARIMA(6, 1, 6) | Log Likelihood | -8357.180 |
| Method: | mle | S.D. of innovations | 18.206 |
| Date: | Mon, 23 Nov 2020 | AIC | 16742.360 |
| Time: | 19:10:06 | BIC | 16820.303 |
| Sample: | 08-08-2015 | HQIC | 16771.028 |
| - 11-22-2020 |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| const | 0.2851 | 0.466 | 0.612 | 0.541 | -0.629 | 1.199 |
| ar.L1.D.Close | 1.1264 | 0.033 | 34.239 | 0.000 | 1.062 | 1.191 |
| ar.L2.D.Close | -1.0620 | 0.062 | -17.264 | 0.000 | -1.183 | -0.941 |
| ar.L3.D.Close | 0.8768 | 0.087 | 10.078 | 0.000 | 0.706 | 1.047 |
| ar.L4.D.Close | -0.9990 | 0.082 | -12.200 | 0.000 | -1.159 | -0.838 |
| ar.L5.D.Close | 1.0595 | 0.051 | 20.702 | 0.000 | 0.959 | 1.160 |
| ar.L6.D.Close | -0.8738 | 0.030 | -28.883 | 0.000 | -0.933 | -0.814 |
| ma.L1.D.Close | -1.1240 | 0.037 | -30.289 | 0.000 | -1.197 | -1.051 |
| ma.L2.D.Close | 1.0905 | 0.086 | 12.745 | 0.000 | 0.923 | 1.258 |
| ma.L3.D.Close | -0.8713 | 0.125 | -6.984 | 0.000 | -1.116 | -0.627 |
| ma.L4.D.Close | 0.9654 | 0.121 | 7.990 | 0.000 | 0.729 | 1.202 |
| ma.L5.D.Close | -0.9414 | 0.079 | -11.888 | 0.000 | -1.097 | -0.786 |
| ma.L6.D.Close | 0.8628 | 0.035 | 24.804 | 0.000 | 0.795 | 0.931 |
| Real | Imaginary | Modulus | Frequency | |
|---|---|---|---|---|
| AR.1 | -0.6372 | -0.7972j | 1.0206 | -0.3573 |
| AR.2 | -0.6372 | +0.7972j | 1.0206 | 0.3573 |
| AR.3 | 0.9267 | -0.4588j | 1.0341 | -0.0732 |
| AR.4 | 0.9267 | +0.4588j | 1.0341 | 0.0732 |
| AR.5 | 0.3168 | -0.9629j | 1.0137 | -0.1994 |
| AR.6 | 0.3168 | +0.9629j | 1.0137 | 0.1994 |
| MA.1 | -0.6483 | -0.8166j | 1.0427 | -0.3568 |
| MA.2 | -0.6483 | +0.8166j | 1.0427 | 0.3568 |
| MA.3 | 0.8980 | -0.4716j | 1.0143 | -0.0770 |
| MA.4 | 0.8980 | +0.4716j | 1.0143 | 0.0770 |
| MA.5 | 0.2959 | -0.9740j | 1.0180 | -0.2031 |
| MA.6 | 0.2959 | +0.9740j | 1.0180 | 0.2031 |
Now let’s evaluate the quality of ICO white papers, which plays a crucial role in the financing process. Two pieces of ICO white papers are provided here, with one from a success (Filecoin) and the other from a failure (Arqute). You are expected to analyse both documents.
Filecoin wants to use the power of the blockchain to build a decentralized file storage service using free space on computer hard drives around the world.
The Filecoin whitepaper demonstrates the technical proficiency of the founders. There’s a thorough explanation of the different incentive mechanisms that will keep the interaction between people storing data and storage providers running smoothly. The white paper shows us the team is actively thinking about ways the storage ecosystem could be gamed and is working on provable solutions to these issues.
ARQUTE Global Animation Studio The companionship which produces children animation content in the form of intellectual property, guaranteed by mass publication based on the blockchain. The decentralized Autonomous Organization is a new kind of organizational and legal form that can exist online and is based on blockchain technology. This technology regulates the lawful relationship of the producer and the authors of the animation product. The scheme is based on the science forbidden in physics about the luminiferous ether the all-penetrating average, vibrations that manifest themselves in the form of electromagnetic waves. Under different circumstances, heroes under the influence of ether receive supernormal powers, through which they strive with internal and outer enemies.
!pip install pdftotext
import pdftotext
with open("Filecoin_whitepaper.pdf", "rb") as f:
pdf = pdftotext.PDF(f)
with open('Filecoin.txt', 'w') as f:
f.write("\n\n".join(pdf))
with open("Arqute_whitepaper.pdf", "rb") as f:
pdf = pdftotext.PDF(f)
with open('Arqute.txt', 'w') as f:
f.write("\n\n".join(pdf))
Filecoin = open('Filecoin.txt', 'r').read()
len(Filecoin)
113111
# from os import path
from PIL import Image
from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator
bg_img = np.array(Image.open('bg.jpg'))
wordcloud = WordCloud(
mask=bg_img,
width=3000,
height=2000,
background_color='white',
random_state=7,
stopwords=STOPWORDS).generate(Filecoin)
# create coloring from image
image_colors = ImageColorGenerator(bg_img)
fig = plt.figure(
figsize = (40, 30),
facecolor = 'k',
edgecolor = 'k')
<Figure size 2880x2160 with 0 Axes>
plt.imshow(wordcloud, interpolation = 'bilinear')
plt.axis('off')
plt.tight_layout(pad=0)
plt.savefig('FC_WC.png', bbox_inches = "tight")
Arqute = open('Arqute.txt','r').read()
len(Arqute)
18061
# from os import path
from PIL import Image
from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator
bg_img = np.array(Image.open('bg.jpg'))
wordcloud = WordCloud(
mask=bg_img,
width=3000,
height=2000,
background_color='white',
random_state=7,
stopwords=STOPWORDS).generate(Arqute)
# create coloring from image
image_colors = ImageColorGenerator(bg_img)
fig = plt.figure(
figsize = (40, 30),
facecolor = 'k',
edgecolor = 'k')
<Figure size 2880x2160 with 0 Axes>
plt.imshow(wordcloud, interpolation = 'bilinear')
plt.axis('off')
plt.tight_layout(pad=0)
plt.savefig('AQ_WC.png', bbox_inches = "tight")
fog index: the quality of being easy or enjoyable to read
import textstat
print("The Fog index for Filecoin is:", textstat.gunning_fog(Filecoin))
The Fog index for Filecoin is: 16.87
print("The Fog index for Arqute is:", textstat.gunning_fog(Arqute))
The Fog index for Arqute is: 24.26